The multi-objective optimization results, incorporating load match ratio, grid flexibility factor, and lifetime levelized cost of energy, indicated that integrating PV panels, static battery storage, and EVs can improve grid flexibility in building energy supply systems with TOU pricing.
Therefore, the integration of PV-energy storage systems can greatly reduce the dependence on the power grid, thereby facilitating more flexible regulation for building energy systems. The optimal storage capacities are determined by solving the established MILP model by CPLEX for the PV-TES system, PV-BES system, and PV-HES system.
Energy storage is an essential technology for managing building energy flexibility . In , energy flexibility in buildings is defined as the ability to manage energy demand and generation according to local weather conditions, user needs, and grid requirements.
Consequently, the optimal energy storage configuration is obtained by minimizing the net present cost (NPC), which includes initial investment (IC), operation cost (OPC) and replacement costs (RC), as calculated by Eq. (24). Due to the relatively small impact of system maintenance costs , they are neglected in this study.
Our standardized container products are engineered for reliability, safety, and easy deployment. All systems include comprehensive monitoring and control systems with remote management capabilities.
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